An Evaluation of Self-Organizing Map Networks as a Robust Alternative to Factor Analysis in Data Mining Applications
Published Online:1 Jun 2001https://doi.org/10.1287/isre.12.2.177.9696
References
- MOTC: An interactive aid for multidimensional hypothesis generation. J. Management Inform. Systems (1999) 16(1):17–36Crossref, Google Scholar
- Three-dimensional planar-faced object classification with Kohonen maps. Optical Engrg. (1993) 32(6):1222–1234Crossref, Google Scholar
- Application of intelligent agent technology for managerial data analysis and mining. Database for Advances in Inform. Systems (1999) 30(1):77–94Crossref, Google Scholar
- Data mining methods, applications, and tools. Inform. Systems Management (2000) 17(1):65–70Crossref, Google Scholar
- Chung Michael, Gray P. Special section: Data mining. J. Management Inform. Systems (1999) 16(1Crossref, Google Scholar
- Turning data mining into a management science tool: New algorithms and empirical results. Management Sci. (2000) 46(2):249–264Link, Google Scholar
- A stochastic model of retinotopy: A self-organizing process. Biol. Cybernetics (1986) 53:405–411Crossref, Google Scholar
- Adding a conscience to competitive learning. Proc. Internat. Conf. Neural Networks (1988) (IEEE Press, New York) 117–124Crossref, Google Scholar
- Decision issues in building perceptual product spaces with multiattribute rating data. J. Consumer Res. (1985) 12(1):47–63Crossref, Google Scholar
- . Market segmentation and positioning in specialized industrial markets. J. Marketing (1985) 49(2):24–32Crossref, Google Scholar
- Fayyad U. M., Piatetsky-Shapiro G., Smyth P., Uthurusamy R.Advances in Knowledge Discovery and Data Mining (1996) (AAAI Press/The MIT Press, American Association for Artificial Intelligence, Menlo Park, CA) Google Scholar
- Principal curves. J. Amer. Statist. Assoc. (1989) 84:502–516Crossref, Google Scholar
- Comparing partitions. J. Classification (1985) 2(2/3):193–218Crossref, Google Scholar
- PRELIS 2 User's Reference Guide (1989) (Scientific Software International, Chicago, IL) Google Scholar
- , Caianiello E. R., Musso G.Cybernetic Systems: Recognition, Learning, Self-Organization (1984) (Research Studies Press, Ltd., Letchworth, Herfordshire, UK3) Google Scholar
- Self-Organization and Associative Memory (1989) 3rd ed(Springer-Verlag, New York, Berlin, Heidelberg) Crossref, Google Scholar
- Self-Organizing Maps (1995) (Springer-Verlag, New York, Berlin, Heidelberg) Crossref, Google Scholar
- Self-organized acoustic feature map in detection of fricative-vowel coarticulation. J. Acoustical Soc. America (1993) 93(6):3468–3474Crossref, Google Scholar
- . Data mining. Inform. (1999) 13(9):18–24Google Scholar
- On the rate of convergence in topology preserving neural networks. Biol. Cybernetics (1991) 65:55–63Crossref, Google Scholar
- Finite state vector quantisation with neural network classification of states. IEEE Proc.-F (1994) 140(3):153–161New YorkGoogle Scholar
- Self-organizing neural network as a fuzzy classifier. IEEE Trans. Systems, Man, and Cybernetics (1994) 24(3):385–399Crossref, Google Scholar
- Multidimensional Clustering Algorithms (1985) (Physica-Verlag, Wurzburg, Germany) Google Scholar
- Interpreting the Kohonen self-organizing feature map using contiguity-constrained clustering. Pattern Recognition Lett. (1995) 16(4):399–408Crossref, Google Scholar
- . The Kohonen self-organizing map method: An assessment. J. Classification (1995) 12:165–190Crossref, Google Scholar
- Neural Ware Reference Guide (1990) (NeuralWare, Inc, Pittsburgh, PA) Google Scholar
- Data mining in marketing: Part 1. Marketing Management (1998) 6(4):8–18Google Scholar
- Piatetsky-Shapiro G., Frawley W. J.Knowledge Discovery in Databases (1991) (AAAI Press/The MIT Press, Cambridge, MA) Google Scholar
- On the stationary state of Kohonen's self-organizing sensory mapping. Biol. Cybernetics (1986) 54:99–106Crossref, Google Scholar
- . Topology-conserving maps for learning visuo-motor-coordination. Neural Networks (1989) 2:159–168Crossref, Google Scholar
- Modeling and classification of shape using a kohonen associative memory with selective multiresolution. Neural Networks (1993) 6(2):275–283Crossref, Google Scholar
- Choosing data-mining methods for multiple classification: Representational and performance measurement implications for decision support. J. Management Inform. Systems (1999) 16(1):37–62Crossref, Google Scholar
- Dynamics of modeling in data mining: Interpretive approach to bankruptcy prediction. J. Management Inform. Systems (1999) 16(1):63–85Crossref, Google Scholar
- Faithful Representations and Topographic Maps: From Distortion—Information-Based Self-Organization (2000) (John Wiley & Sons, Inc. New York) Google Scholar
- Data mining and modeling as a marketing activity. Direct Marketing (1999) 62(5):52–55Google Scholar
- The classification of brain tumours by a topological map. Proc. Internat. Neural Networks Conf. (1990) 387–391aris, FranceGoogle Scholar
- Implementation of self-organizing neural networks for visuo-motor control of an industrial robot. IEEE Trans. Neural Networks (1993) 4(1):86–95Crossref, Google Scholar
- Data Mining Solutions—Methods and Tools for Solving Real-World Problems (1998) (Wiley Computer Publishing)Google Scholar
- . Discovering knowledge in corporate databases. Inform. Systems Management (1999) 16(2):64–71Crossref, Google Scholar
- Use of Kohonen self-organizing feature maps for HMM parameter smoothing in speech recognition. IEEE Proc.-F (1992) 139(6):385–390New YorkGoogle Scholar

